1. Functional Cliques in Developmentally Correlated Neural Networks
- Author
-
Luccioli, S., Barzilai, A., Ben-Jacob, E., Bonifazi, P., and Torcini, A.
- Subjects
Quantitative Biology - Neurons and Cognition ,Condensed Matter - Disordered Systems and Neural Networks ,Nonlinear Sciences - Adaptation and Self-Organizing Systems - Abstract
We consider a sparse random network of excitatory leaky integrate-and-fire neurons with short-term synaptic depression. Furthermore to mimic the dynamics of a brain circuit in its first stages of development we introduce for each neuron correlations among in-degree and out-degree as well as among excitability and the corresponding total degree, We analyze the influence of single neuron stimulation and deletion on the collective dynamics of the network. We show the existence of a small group of neurons capable of controlling and even silencing the bursting activity of the network. These neurons form a functional clique since only their activation in a precise order and within specific time windows is capable to ignite population bursts., Comment: 12 pages, 4 figure, contribution for the Workshop "Nonlinear Dynamics in Computational Neuroscience: from Physics and Biology to ICT" held in Turin (Italy) in September 2015
- Published
- 2016